Tool

What it does

device_risk_lookup

FDA compliance risk for a device category by 3-letter product code — recalls, MAUDE trend, warning-letter matches, composite score

firm_compliance_history

Source-bounded FDA public-record timeline for a device firm — recalls, warning letters, 483s, clearances

watchlist_diff

Machine-detected FDA public-record changes for monitored product codes since a given date

device_evidence_lookup

Parsed 510(k) premarket evidence for an AI/ML device, each field with a verbatim source quote + page

evidence_search

Find AI/ML clearances by product code, panel, applicant, clinical data, sensitivity metric, or PCCP

predicate_chain

Trace a device's predicate ancestry with each predicate's age at clearance

evidence_cohort_stats

Reporting-rate stats across the parsed AI/ML corpus — presence figures with denominators

device_postmarket_lookup

Post-clearance intelligence for one device — recalls, MAUDE trend, letter/483 matches, drift signals

postmarket_search

Find devices by postmarket criteria — drift signals, recalls in 24mo, rising MAUDE trend

cohort_postmarket_stats

Postmarket presence rates across the AI/ML cohort, each with its denominator

reimbursement_lookup

Clearance-to-payment pathway by K/DEN or CPT code — NTAP, Cat I/III, CMS rates, HCPCS, LCDs

reimbursement_search

Find payment pathways by mechanism, CPT category, NTAP status, applicant

reimbursement_stats

Mechanism distribution across the reimbursement corpus with dollar ranges

vehicle_risk_lookup

NHTSA safety history by make/model/year — recall campaigns and complaint stats